Which of the following causes the average memory access time to increase in a memory system with cache memory?

Which of the following causes the average memory access time to increase in a memory system with cache memory?

1. a) Reduction of access time to cache memory
2. b) Decrease in hit ratio
3. c) Reduction of miss penalty
4. d) Decrease in miss ratio